Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5693 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 533.8 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly correlated with qty_invoice_no and 3 other fields | High correlation |
recency_days is highly correlated with qty_invoice_no | High correlation |
qty_invoice_no is highly correlated with gross_revenue and 5 other fields | High correlation |
qty_items is highly correlated with gross_revenue and 4 other fields | High correlation |
qty_products is highly correlated with gross_revenue and 4 other fields | High correlation |
frequency is highly correlated with qty_invoice_no and 1 other fields | High correlation |
qty_returns is highly correlated with qty_invoice_no | High correlation |
avg_basket_size is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_unique_basket_size is highly correlated with qty_products and 1 other fields | High correlation |
gross_revenue is highly correlated with qty_invoice_no and 1 other fields | High correlation |
qty_invoice_no is highly correlated with gross_revenue and 2 other fields | High correlation |
qty_items is highly correlated with gross_revenue and 1 other fields | High correlation |
qty_products is highly correlated with qty_invoice_no | High correlation |
gross_revenue is highly correlated with qty_invoice_no and 3 other fields | High correlation |
qty_invoice_no is highly correlated with gross_revenue and 2 other fields | High correlation |
qty_items is highly correlated with gross_revenue and 3 other fields | High correlation |
qty_products is highly correlated with gross_revenue and 2 other fields | High correlation |
frequency is highly correlated with qty_invoice_no | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly correlated with qty_products | High correlation |
df_index is highly correlated with customer_id and 1 other fields | High correlation |
customer_id is highly correlated with df_index and 1 other fields | High correlation |
gross_revenue is highly correlated with qty_invoice_no and 3 other fields | High correlation |
recency_days is highly correlated with df_index and 1 other fields | High correlation |
qty_invoice_no is highly correlated with gross_revenue and 3 other fields | High correlation |
qty_items is highly correlated with gross_revenue and 3 other fields | High correlation |
qty_products is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly correlated with qty_returns and 1 other fields | High correlation |
qty_returns is highly correlated with gross_revenue and 5 other fields | High correlation |
avg_basket_size is highly correlated with avg_ticket and 2 other fields | High correlation |
avg_unique_basket_size is highly correlated with avg_basket_size | High correlation |
gross_revenue is highly skewed (γ1 = 23.14756188) | Skewed |
qty_items is highly skewed (γ1 = 25.0992138) | Skewed |
avg_ticket is highly skewed (γ1 = 24.95802561) | Skewed |
qty_returns is highly skewed (γ1 = 30.34012229) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
qty_returns has 4191 (73.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-12 00:51:56.255249 |
|---|---|
| Analysis finished | 2022-04-12 00:52:10.985659 |
| Duration | 14.73 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 5693 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2894.801159 |
| Minimum | 0 |
|---|---|
| Maximum | 5783 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 289.6 |
| Q1 | 1454 |
| median | 2897 |
| Q3 | 4339 |
| 95-th percentile | 5492.4 |
| Maximum | 5783 |
| Range | 5783 |
| Interquartile range (IQR) | 2885 |
Descriptive statistics
| Standard deviation | 1668.359199 |
|---|---|
| Coefficient of variation (CV) | 0.5763294635 |
| Kurtosis | -1.196239465 |
| Mean | 2894.801159 |
| Median Absolute Deviation (MAD) | 1443 |
| Skewness | -0.003575526764 |
| Sum | 16480103 |
| Variance | 2783422.417 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3888 | 1 | < 0.1% |
| 3864 | 1 | < 0.1% |
| 3863 | 1 | < 0.1% |
| 3862 | 1 | < 0.1% |
| 3861 | 1 | < 0.1% |
| 3860 | 1 | < 0.1% |
| 3859 | 1 | < 0.1% |
| 3858 | 1 | < 0.1% |
| 3857 | 1 | < 0.1% |
| Other values (5683) | 5683 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5783 | 1 | |
| 5782 | 1 | |
| 5781 | 1 | |
| 5780 | 1 | |
| 5779 | 1 | |
| 5778 | 1 | |
| 5777 | 1 | |
| 5776 | 1 | |
| 5775 | 1 | |
| 5774 | 1 |
| Distinct | 5693 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16601.61022 |
| Minimum | 12347 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12700.6 |
| Q1 | 14289 |
| median | 16229 |
| Q3 | 18211 |
| 95-th percentile | 21732.8 |
| Maximum | 22709 |
| Range | 10362 |
| Interquartile range (IQR) | 3922 |
Descriptive statistics
| Standard deviation | 2808.098224 |
|---|---|
| Coefficient of variation (CV) | 0.1691461362 |
| Kurtosis | -0.8214808648 |
| Mean | 16601.61022 |
| Median Absolute Deviation (MAD) | 1962 |
| Skewness | 0.4410508271 |
| Sum | 94512967 |
| Variance | 7885415.636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 21111 | 1 | < 0.1% |
| 16498 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| 21087 | 1 | < 0.1% |
| 21086 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| Other values (5683) | 5683 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
gross_revenue
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 5447 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1754.357676 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.128 |
| Q1 | 236.09 |
| median | 612.78 |
| Q3 | 1569.11 |
| 95-th percentile | 5260.23 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1333.02 |
Descriptive statistics
| Standard deviation | 7500.337959 |
|---|---|
| Coefficient of variation (CV) | 4.275261574 |
| Kurtosis | 704.3157538 |
| Mean | 1754.357676 |
| Median Absolute Deviation (MAD) | 478.74 |
| Skewness | 23.14756188 |
| Sum | 9987558.25 |
| Variance | 56255069.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 1.25 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5437) | 5621 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8796768 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.6285712 |
|---|---|
| Coefficient of variation (CV) | 0.9550725521 |
| Kurtosis | -0.641033991 |
| Mean | 116.8796768 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8151071897 |
| Sum | 665396 |
| Variance | 12460.93791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4818 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.6% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 23 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
qty_invoice_no
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.471807483 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.814409585 |
|---|---|
| Coefficient of variation (CV) | 1.962784405 |
| Kurtosis | 301.9942725 |
| Mean | 3.471807483 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.19072233 |
| Sum | 19765 |
| Variance | 46.43617799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 825 | 14.5% |
| 3 | 502 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2870 | |
| 2 | 825 | 14.5% |
| 3 | 502 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qty_items
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 1839 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 951.7071843 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 317 |
| Q3 | 804 |
| 95-th percentile | 2925.2 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 698 |
Descriptive statistics
| Standard deviation | 4189.908875 |
|---|---|
| Coefficient of variation (CV) | 4.402518909 |
| Kurtosis | 942.5110255 |
| Mean | 951.7071843 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 25.0992138 |
| Sum | 5418069 |
| Variance | 17555336.38 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1829) | 5254 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
| Distinct | 529 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.64131389 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 106 |
| 95-th percentile | 332.4 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 210.6087384 |
|---|---|
| Coefficient of variation (CV) | 2.273378146 |
| Kurtosis | 510.1702143 |
| Mean | 92.64131389 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.75158488 |
| Sum | 527407 |
| Variance | 44356.04068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 255 | 4.5% |
| 2 | 149 | 2.6% |
| 3 | 107 | 1.9% |
| 10 | 101 | 1.8% |
| 6 | 99 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 91 | 1.6% |
| 4 | 87 | 1.5% |
| 11 | 83 | 1.5% |
| 7 | 83 | 1.5% |
| Other values (519) | 4546 |
| Value | Count | Frequency (%) |
| 1 | 255 | |
| 2 | 149 | |
| 3 | 107 | |
| 4 | 87 | 1.5% |
| 5 | 91 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 83 | 1.5% |
| 8 | 81 | 1.4% |
| 9 | 92 | 1.6% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
| Distinct | 5500 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.86799676 |
| Minimum | 0.42 |
|---|---|
| Maximum | 4453.43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.459660952 |
| Q1 | 7.95 |
| median | 15.85181818 |
| Q3 | 21.97516949 |
| 95-th percentile | 75.86392342 |
| Maximum | 4453.43 |
| Range | 4453.01 |
| Interquartile range (IQR) | 14.02516949 |
Descriptive statistics
| Standard deviation | 115.5612063 |
|---|---|
| Coefficient of variation (CV) | 4.003090594 |
| Kurtosis | 791.1895729 |
| Mean | 28.86799676 |
| Median Absolute Deviation (MAD) | 7.493397129 |
| Skewness | 24.95802561 |
| Sum | 164345.5056 |
| Variance | 13354.3924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 2.95 | 9 | 0.2% |
| 1.25 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 3.35 | 6 | 0.1% |
| 15 | 6 | 0.1% |
| Other values (5490) | 5613 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 | |
| 872.13 | 1 |
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5467863142 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01104159896 |
| Q1 | 0.02492211838 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.9750778816 |
Descriptive statistics
| Standard deviation | 0.5493600313 |
|---|---|
| Coefficient of variation (CV) | 1.004706989 |
| Kurtosis | 140.0664152 |
| Mean | 0.5467863142 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.871258314 |
| Sum | 3112.854487 |
| Variance | 0.301796444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2878 | |
| 2 | 47 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.03448275862 | 14 | 0.2% |
| 0.02941176471 | 14 | 0.2% |
| 0.03571428571 | 13 | 0.2% |
| Other values (1216) | 2646 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 4 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2878 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| Distinct | 213 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.23256631 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 4191 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 204.9662983 |
|---|---|
| Coefficient of variation (CV) | 11.24176898 |
| Kurtosis | 1138.689658 |
| Mean | 18.23256631 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.34012229 |
| Sum | 103798 |
| Variance | 42011.18343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (203) | 711 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4191 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
| Distinct | 2367 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 248.1620234 |
| Minimum | 1 |
|---|---|
| Maximum | 14149 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 151.6666667 |
| Q3 | 290 |
| 95-th percentile | 732.55 |
| Maximum | 14149 |
| Range | 14148 |
| Interquartile range (IQR) | 215 |
Descriptive statistics
| Standard deviation | 439.5046618 |
|---|---|
| Coefficient of variation (CV) | 1.771039162 |
| Kurtosis | 378.6486311 |
| Mean | 248.1620234 |
| Median Absolute Deviation (MAD) | 96.66666667 |
| Skewness | 14.57309198 |
| Sum | 1412786.399 |
| Variance | 193164.3477 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 115 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 100 | 22 | 0.4% |
| 72 | 22 | 0.4% |
| 88 | 21 | 0.4% |
| Other values (2357) | 5251 |
| Value | Count | Frequency (%) |
| 1 | 115 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 | |
| 4280 | 1 | |
| 4136 | 1 |
| Distinct | 1171 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.26861967 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.25 |
| median | 15 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 1109 |
| Range | 1108.8 |
| Interquartile range (IQR) | 23.75 |
Descriptive statistics
| Standard deviation | 76.8933091 |
|---|---|
| Coefficient of variation (CV) | 2.063218595 |
| Kurtosis | 32.87862237 |
| Mean | 37.26861967 |
| Median Absolute Deviation (MAD) | 9.941176471 |
| Skewness | 5.072820295 |
| Sum | 212170.2518 |
| Variance | 5912.580985 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 277 | 4.9% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 10 | 105 | 1.8% |
| 9 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 7 | 101 | 1.8% |
| 6 | 101 | 1.8% |
| 5 | 101 | 1.8% |
| 13 | 97 | 1.7% |
| Other values (1161) | 4427 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | qty_invoice_no | qty_items | qty_products | avg_ticket | frequency | qty_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 17.000000 | 40.0 | 50.970588 | 0.617647 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 0.028302 | 35.0 | 154.444444 | 11.666667 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 0.040323 | 50.0 | 335.200000 | 7.600000 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 0.017921 | 0.0 | 87.800000 | 4.800000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 0.073171 | 22.0 | 26.666667 | 0.333333 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 0.040115 | 29.0 | 150.142857 | 4.357143 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 0.057221 | 399.0 | 172.428571 | 7.047619 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 0.033520 | 41.0 | 171.416667 | 3.833333 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 0.243316 | 474.0 | 419.714286 | 6.230769 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 0.024390 | 0.0 | 87.571429 | 4.857143 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qty_invoice_no | qty_items | qty_products | avg_ticket | frequency | qty_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5683 | 5774 | 22700 | 4839.42 | 1.0 | 1.0 | 1074.0 | 62.0 | 78.055161 | 1.0 | 0.0 | 1074.0 | 55.0 |
| 5684 | 5775 | 13298 | 360.00 | 1.0 | 1.0 | 96.0 | 2.0 | 180.000000 | 1.0 | 0.0 | 96.0 | 2.0 |
| 5685 | 5776 | 14569 | 227.39 | 1.0 | 1.0 | 79.0 | 12.0 | 18.949167 | 1.0 | 0.0 | 79.0 | 10.0 |
| 5686 | 5777 | 22704 | 17.90 | 1.0 | 1.0 | 14.0 | 7.0 | 2.557143 | 1.0 | 0.0 | 14.0 | 7.0 |
| 5687 | 5778 | 22705 | 3.35 | 1.0 | 1.0 | 2.0 | 2.0 | 1.675000 | 1.0 | 0.0 | 2.0 | 2.0 |
| 5688 | 5779 | 22706 | 5699.00 | 1.0 | 1.0 | 1747.0 | 634.0 | 8.988959 | 1.0 | 0.0 | 1747.0 | 634.0 |
| 5689 | 5780 | 22707 | 6756.06 | 0.0 | 1.0 | 2010.0 | 730.0 | 9.254877 | 1.0 | 0.0 | 2010.0 | 730.0 |
| 5690 | 5781 | 22708 | 3217.20 | 0.0 | 1.0 | 654.0 | 59.0 | 54.528814 | 1.0 | 0.0 | 654.0 | 56.0 |
| 5691 | 5782 | 22709 | 3950.72 | 0.0 | 1.0 | 731.0 | 217.0 | 18.206083 | 1.0 | 0.0 | 731.0 | 217.0 |
| 5692 | 5783 | 12713 | 794.55 | 0.0 | 1.0 | 505.0 | 37.0 | 21.474324 | 1.0 | 0.0 | 505.0 | 37.0 |